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AI toolsCodingAI-MSL

Added Nov 5, 2026

AI-MSL

From $5000/mo
CloudGeometryCoding views clicks to the websiteNo ratings
Use tool

AI-run software maintenance service supervised by human engineers

AppGraph system contextAI-drafted requirementsCost estimate per changeExpert review of every changeDedicated cloud instanceFrom $5000/mo
OverviewReleasesPricingAlternativesPros & ConsPromptsReviewsQ&A
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cloudgeometry.com
AI-MSLAI-run software maintenance service supervised by human engineersVisit cloudgeometry.com

Featured alternatives

  • CursorCoding
  • LovableCoding
Get your tool featured here →

What is AI-MSL?

AI-MSL from CloudGeometry maintains, modernizes and extends existing software with AI agents while expert engineers review each change. It is meant for companies with older or complex codebases that want new features delivered without growing an in-house team.

A product owner describes a change, AI drafts a requirements document, and after scope approval the platform plans, builds and tests it. AppGraph keeps a live map of the whole system so the AI works with full context, and every change comes with a time and cost estimate and an audit trail.

Work is paid for in DevCredits drawn from monthly reserved capacity. Higher tiers run on a dedicated AWS, Azure or GCP instance in your region with a named AI Lifecycle Manager, and optional packages cover maintenance and release management.

Features

  • AppGraph system context
  • AI-drafted requirements
  • Cost estimate per change
  • Expert review of every change
  • Dedicated cloud instance

Tags

Software MaintenanceModernizationManaged Service

Featured alternatives

  • CursorCoding
  • LovableCoding
Get your tool featured here →

Releases

+ Submit new release
  1. ListedNov 5, 2026

    AI-MSL was added to the directory.

Organization

CloudGeometry

Listed by kitio.ai · unverified owner

Pricing

Pricing model
Paid
Paid options from
$5000/mo
Billing frequency
Monthly

AI-MSL plans

  • MSL One

    $5000/mo

    • 5,000 DevCredits reserved
    • Shared AWS instance (SaaS)
    • AppGraph and PM portal
  • MSL Pro

    $20000/mo

    • 20,000 DevCredits reserved
    • Dedicated cloud instance
    • Dedicated AI Lifecycle Manager
  • MSL Enterprise

    Custom

    • Sized to your portfolio
    • Talk to an AI Lifecycle Manager

Prices in USD, checked Nov 5, 2026. Plans change often, so confirm on the AI-MSL site.Official pricing

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Pros and cons

Pros

  • Humans check every AI change
  • Upfront estimate before work starts
  • Full audit trail for compliance

Cons

  • Starts at $5,000 a month
  • Built for companies, not individuals
  • Partly a managed service, not pure software

Prompts & results

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Reviews

Q&A

What is AI-MSL?

AI-MSL from CloudGeometry maintains, modernizes and extends existing software with AI agents while expert engineers review each change. It is meant for companies with older or complex codebases that want new features delivered without growing an in-house team.

How is AI-MSL billed?

You reserve monthly capacity in DevCredits, and changes beyond that are billed per approved estimate.

Can AI-MSL run in our own cloud region?

Yes. The Pro plan uses a dedicated instance on AWS, Azure or GCP in your chosen region.

How much does AI-MSL cost?

AI-MSL is paid, with paid plans from $5000/mo.

Is there a free version of AI-MSL?

No. AI-MSL is a paid tool.

What are the main features of AI-MSL?

AppGraph system context, AI-drafted requirements, Cost estimate per change, Expert review of every change, Dedicated cloud instance.

Who makes AI-MSL?

AI-MSL is made by CloudGeometry.

What are the best alternatives to AI-MSL?

Popular alternatives include AWS Transform, Moderne, Swimm.

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